Integrated ATC enhancement and load growth forecasting via WOA-based optimal DSTATCOM placement

Enhancing Available Transfer Capability (ATC) is crucial in today’s deregulated power systems. Power can be transferred from the sending end to the receiving end only if adequate ATC is available. Operators are encouraged to make the best use of existing infrastructure to improve ATC margins. Flexible AC Transmission Systems (FACTS) devices help by regulating phase angle, voltage, and reactance, which changes load flow and controls bus voltages. In this study, the Whale Optimization Algorithm (WOA) is used to find the optimal location and control settings of a Distribution Static Compensator (DSTATCOM). ATC forecasting under 3 and 6% load growth is done using linear regression, with the inclusion of DSTATCOM. Equations linking load growth to ATC for various sinking buses are developed. Forecast accuracy is improved using quadratic regression in which the errors are under 1% and sometimes as low as 0.01%. This approach helps operators and planners prepare for future transmission needs under growing demand.

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Publication Details

Journal
Scientific Reports
Published
2026-03-29
DOI
https://doi.org/10.1038/s41598-026-43475-y
Primary Topic
Power System Optimization and Stability
Type
article
Field-Weighted Citation Impact
0.00
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article

Integrated ATC enhancement and load growth forecasting via WOA-based optimal DSTATCOM placement

Silas stephen D, Anbuchandran S, Sankar R, Arumuga Babu M
Scientific Reports
Power System Optimization and Stability
article

Integrated ATC enhancement and load growth forecasting via WOA-based optimal DSTATCOM placement

Silas stephen D, Anbuchandran S, Sankar R, Arumuga Babu M
article en

Abstract

Enhancing Available Transfer Capability (ATC) is crucial in today’s deregulated power systems. Power can be transferred from the sending end to the receiving end only if adequate ATC is available. Operators are encouraged to make the best use of existing infrastructure to improve ATC margins. Flexible AC Transmission Systems (FACTS) devices help by regulating phase angle, voltage, and reactance, which changes load flow and controls bus voltages. In this study, the Whale Optimization Algorithm (WOA) is used to find the optimal location and control settings of a Distribution Static Compensator (DSTATCOM). ATC forecasting under 3 and 6% load growth is done using linear regression, with the inclusion of DSTATCOM. Equations linking load growth to ATC for various sinking buses are developed. Forecast accuracy is improved using quadratic regression in which the errors are under 1% and sometimes as low as 0.01%. This approach helps operators and planners prepare for future transmission needs under growing demand.

Scientific Reports
National Centre for Coastal Research (IN), Orthopaedic Research Group (IN)
Industry, innovation and infrastructure
Openalex Percentile: Top 4%
Power System Optimization and Stability
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